Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 243 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 26.7 KiB |
| Average record size in memory | 112.5 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 2 |
| DateTime | 1 |
Temperature is highly correlated with RH and 6 other fields | High correlation |
RH is highly correlated with Temperature and 5 other fields | High correlation |
Rain is highly correlated with Temperature and 2 other fields | High correlation |
FFMC is highly correlated with Temperature and 7 other fields | High correlation |
DMC is highly correlated with df_index and 6 other fields | High correlation |
DC is highly correlated with df_index and 5 other fields | High correlation |
ISI is highly correlated with Temperature and 7 other fields | High correlation |
BUI is highly correlated with df_index and 6 other fields | High correlation |
FWI is highly correlated with df_index and 8 other fields | High correlation |
df_index is highly correlated with DMC and 4 other fields | High correlation |
Ws is highly correlated with Temperature and 1 other fields | High correlation |
Classes is highly correlated with df_index and 8 other fields | High correlation |
Region is highly correlated with RH | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
Rain has 133 (54.7%) zeros | Zeros |
ISI has 4 (1.6%) zeros | Zeros |
FWI has 9 (3.7%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-18 15:59:47.835820 |
|---|---|
| Analysis finished | 2022-11-18 15:59:54.610599 |
| Duration | 6.77 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 243 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121 |
| Minimum | 0 |
|---|---|
| Maximum | 242 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.1 |
| Q1 | 60.5 |
| median | 121 |
| Q3 | 181.5 |
| 95-th percentile | 229.9 |
| Maximum | 242 |
| Range | 242 |
| Interquartile range (IQR) | 121 |
Descriptive statistics
| Standard deviation | 70.29224708 |
|---|---|
| Coefficient of variation (CV) | 0.5809276618 |
| Kurtosis | -1.2 |
| Mean | 121 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0 |
| Sum | 29403 |
| Variance | 4941 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.4% |
| 181 | 1 | 0.4% |
| 154 | 1 | 0.4% |
| 155 | 1 | 0.4% |
| 156 | 1 | 0.4% |
| 157 | 1 | 0.4% |
| 158 | 1 | 0.4% |
| 159 | 1 | 0.4% |
| 160 | 1 | 0.4% |
| 161 | 1 | 0.4% |
| Other values (233) | 233 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 242 | 1 | |
| 241 | 1 | |
| 240 | 1 | |
| 239 | 1 | |
| 238 | 1 | |
| 237 | 1 | |
| 236 | 1 | |
| 235 | 1 | |
| 234 | 1 | |
| 233 | 1 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.15226337 |
| Minimum | 22 |
|---|---|
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 30 |
| median | 32 |
| Q3 | 35 |
| 95-th percentile | 37.9 |
| Maximum | 42 |
| Range | 20 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.628039481 |
|---|---|
| Coefficient of variation (CV) | 0.1128393183 |
| Kurtosis | -0.1414144576 |
| Mean | 32.15226337 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.1913273285 |
| Sum | 7813 |
| Variance | 13.16267048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 35 | 29 | |
| 31 | 25 | |
| 34 | 24 | |
| 33 | 23 | |
| 30 | 22 | |
| 32 | 21 | |
| 36 | 21 | |
| 29 | 18 | |
| 28 | 15 | |
| 27 | 8 | 3.3% |
| Other values (9) | 37 |
| Value | Count | Frequency (%) |
| 22 | 2 | 0.8% |
| 24 | 3 | 1.2% |
| 25 | 6 | 2.5% |
| 26 | 5 | 2.1% |
| 27 | 8 | 3.3% |
| 28 | 15 | |
| 29 | 18 | |
| 30 | 22 | |
| 31 | 25 | |
| 32 | 21 |
| Value | Count | Frequency (%) |
| 42 | 1 | 0.4% |
| 40 | 3 | 1.2% |
| 39 | 6 | 2.5% |
| 38 | 3 | 1.2% |
| 37 | 8 | 3.3% |
| 36 | 21 | |
| 35 | 29 | |
| 34 | 24 | |
| 33 | 23 | |
| 32 | 21 |
| Distinct | 62 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.04115226 |
| Minimum | 21 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 52.5 |
| median | 63 |
| Q3 | 73.5 |
| 95-th percentile | 86 |
| Maximum | 90 |
| Range | 69 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 14.82816012 |
|---|---|
| Coefficient of variation (CV) | 0.2390052341 |
| Kurtosis | -0.5089428114 |
| Mean | 62.04115226 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.2427904556 |
| Sum | 15076 |
| Variance | 219.8743326 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 64 | 10 | 4.1% |
| 55 | 10 | 4.1% |
| 58 | 8 | 3.3% |
| 78 | 8 | 3.3% |
| 54 | 8 | 3.3% |
| 80 | 7 | 2.9% |
| 68 | 7 | 2.9% |
| 65 | 7 | 2.9% |
| 73 | 7 | 2.9% |
| 66 | 7 | 2.9% |
| Other values (52) | 164 |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.4% |
| 24 | 1 | 0.4% |
| 26 | 1 | 0.4% |
| 29 | 1 | 0.4% |
| 31 | 1 | 0.4% |
| 33 | 2 | |
| 34 | 3 | |
| 35 | 1 | 0.4% |
| 36 | 1 | 0.4% |
| 37 | 3 |
| Value | Count | Frequency (%) |
| 90 | 1 | 0.4% |
| 89 | 3 | |
| 88 | 3 | |
| 87 | 4 | |
| 86 | 3 | |
| 84 | 2 | 0.8% |
| 83 | 1 | 0.4% |
| 82 | 3 | |
| 81 | 6 | |
| 80 | 7 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.49382716 |
| Minimum | 6 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 14 |
| median | 15 |
| Q3 | 17 |
| 95-th percentile | 20 |
| Maximum | 29 |
| Range | 23 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.811385309 |
|---|---|
| Coefficient of variation (CV) | 0.1814519602 |
| Kurtosis | 2.621703531 |
| Mean | 15.49382716 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.5555858445 |
| Sum | 3765 |
| Variance | 7.903887358 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 14 | 43 | |
| 15 | 40 | |
| 13 | 30 | |
| 17 | 28 | |
| 16 | 27 | |
| 18 | 25 | |
| 19 | 15 | 6.2% |
| 21 | 8 | 3.3% |
| 12 | 7 | 2.9% |
| 11 | 7 | 2.9% |
| Other values (8) | 13 | 5.3% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.4% |
| 8 | 1 | 0.4% |
| 9 | 2 | 0.8% |
| 10 | 3 | 1.2% |
| 11 | 7 | 2.9% |
| 12 | 7 | 2.9% |
| 13 | 30 | |
| 14 | 43 | |
| 15 | 40 | |
| 16 | 27 |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.4% |
| 26 | 1 | 0.4% |
| 22 | 2 | 0.8% |
| 21 | 8 | 3.3% |
| 20 | 2 | 0.8% |
| 19 | 15 | 6.2% |
| 18 | 25 | |
| 17 | 28 | |
| 16 | 27 | |
| 15 | 40 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.762962963 |
| Minimum | 0 |
|---|---|
| Maximum | 16.8 |
| Zeros | 133 |
| Zeros (%) | 54.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.5 |
| 95-th percentile | 4.37 |
| Maximum | 16.8 |
| Range | 16.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 2.003206796 |
|---|---|
| Coefficient of variation (CV) | 2.625562305 |
| Kurtosis | 25.82298667 |
| Mean | 0.762962963 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.568629806 |
| Sum | 185.4 |
| Variance | 4.012837466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0 | 133 | |
| 0.1 | 18 | 7.4% |
| 0.2 | 11 | 4.5% |
| 0.3 | 10 | 4.1% |
| 0.4 | 8 | 3.3% |
| 0.7 | 6 | 2.5% |
| 0.6 | 6 | 2.5% |
| 0.5 | 5 | 2.1% |
| 2 | 3 | 1.2% |
| 1.1 | 3 | 1.2% |
| Other values (29) | 40 | 16.5% |
| Value | Count | Frequency (%) |
| 0 | 133 | |
| 0.1 | 18 | 7.4% |
| 0.2 | 11 | 4.5% |
| 0.3 | 10 | 4.1% |
| 0.4 | 8 | 3.3% |
| 0.5 | 5 | 2.1% |
| 0.6 | 6 | 2.5% |
| 0.7 | 6 | 2.5% |
| 0.8 | 2 | 0.8% |
| 0.9 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 16.8 | 1 | |
| 13.1 | 1 | |
| 10.1 | 1 | |
| 8.7 | 1 | |
| 8.3 | 1 | |
| 7.2 | 1 | |
| 6.5 | 1 | |
| 6 | 1 | |
| 5.8 | 1 | |
| 4.7 | 1 |
| Distinct | 173 |
|---|---|
| Distinct (%) | 71.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.84238683 |
| Minimum | 28.6 |
|---|---|
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 28.6 |
|---|---|
| 5-th percentile | 47.13 |
| Q1 | 71.85 |
| median | 83.3 |
| Q3 | 88.3 |
| 95-th percentile | 92.19 |
| Maximum | 96 |
| Range | 67.4 |
| Interquartile range (IQR) | 16.45 |
Descriptive statistics
| Standard deviation | 14.34964126 |
|---|---|
| Coefficient of variation (CV) | 0.1843422567 |
| Kurtosis | 1.040086992 |
| Mean | 77.84238683 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -1.320130116 |
| Sum | 18915.7 |
| Variance | 205.9122042 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88.9 | 7 | 2.9% |
| 89.4 | 5 | 2.1% |
| 89.1 | 4 | 1.6% |
| 89.3 | 4 | 1.6% |
| 85.4 | 4 | 1.6% |
| 47.4 | 3 | 1.2% |
| 88.3 | 3 | 1.2% |
| 79.9 | 3 | 1.2% |
| 78.3 | 3 | 1.2% |
| 87 | 3 | 1.2% |
| Other values (163) | 204 |
| Value | Count | Frequency (%) |
| 28.6 | 1 | |
| 30.5 | 1 | |
| 36.1 | 1 | |
| 37.3 | 1 | |
| 37.9 | 1 | |
| 40.9 | 1 | |
| 41.1 | 1 | |
| 42.6 | 1 | |
| 44.9 | 1 | |
| 45 | 1 |
| Value | Count | Frequency (%) |
| 96 | 1 | |
| 94.3 | 1 | |
| 94.2 | 1 | |
| 93.9 | 2 | |
| 93.8 | 1 | |
| 93.7 | 1 | |
| 93.3 | 1 | |
| 93 | 1 | |
| 92.5 | 2 | |
| 92.2 | 2 |
| Distinct | 165 |
|---|---|
| Distinct (%) | 67.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.68065844 |
| Minimum | 0.7 |
|---|---|
| Maximum | 65.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0.7 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5.8 |
| median | 11.3 |
| Q3 | 20.8 |
| 95-th percentile | 41.04 |
| Maximum | 65.9 |
| Range | 65.2 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.39303975 |
|---|---|
| Coefficient of variation (CV) | 0.8441746537 |
| Kurtosis | 2.462550971 |
| Mean | 14.68065844 |
| Median Absolute Deviation (MAD) | 6.9 |
| Skewness | 1.522982931 |
| Sum | 3567.4 |
| Variance | 153.5874343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.9 | 5 | 2.1% |
| 12.5 | 4 | 1.6% |
| 1.9 | 4 | 1.6% |
| 2.5 | 3 | 1.2% |
| 2.6 | 3 | 1.2% |
| 16 | 3 | 1.2% |
| 3.4 | 3 | 1.2% |
| 16.5 | 3 | 1.2% |
| 8.3 | 3 | 1.2% |
| 3 | 3 | 1.2% |
| Other values (155) | 209 |
| Value | Count | Frequency (%) |
| 0.7 | 1 | 0.4% |
| 0.9 | 2 | |
| 1.1 | 2 | |
| 1.2 | 1 | 0.4% |
| 1.3 | 3 | |
| 1.7 | 1 | 0.4% |
| 1.9 | 4 | |
| 2.1 | 1 | 0.4% |
| 2.2 | 2 | |
| 2.4 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 65.9 | 1 | |
| 61.3 | 1 | |
| 56.3 | 1 | |
| 54.2 | 1 | |
| 51.3 | 1 | |
| 50.2 | 1 | |
| 47 | 1 | |
| 46.6 | 1 | |
| 46.1 | 1 | |
| 45.6 | 1 |
| Distinct | 197 |
|---|---|
| Distinct (%) | 81.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.4308642 |
| Minimum | 6.9 |
|---|---|
| Maximum | 220.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 6.9 |
|---|---|
| 5-th percentile | 7.6 |
| Q1 | 12.35 |
| median | 33.1 |
| Q3 | 69.1 |
| 95-th percentile | 158.94 |
| Maximum | 220.4 |
| Range | 213.5 |
| Interquartile range (IQR) | 56.75 |
Descriptive statistics
| Standard deviation | 47.66560598 |
|---|---|
| Coefficient of variation (CV) | 0.9642883401 |
| Kurtosis | 1.596466845 |
| Mean | 49.4308642 |
| Median Absolute Deviation (MAD) | 23.9 |
| Skewness | 1.473460229 |
| Sum | 12011.7 |
| Variance | 2272.009994 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8 | 5 | 2.1% |
| 8.2 | 4 | 1.6% |
| 7.5 | 4 | 1.6% |
| 8.4 | 4 | 1.6% |
| 8.3 | 4 | 1.6% |
| 7.8 | 4 | 1.6% |
| 7.6 | 4 | 1.6% |
| 17 | 3 | 1.2% |
| 9.1 | 2 | 0.8% |
| 34.5 | 2 | 0.8% |
| Other values (187) | 207 |
| Value | Count | Frequency (%) |
| 6.9 | 1 | 0.4% |
| 7 | 2 | |
| 7.1 | 1 | 0.4% |
| 7.3 | 2 | |
| 7.4 | 2 | |
| 7.5 | 4 | |
| 7.6 | 4 | |
| 7.7 | 2 | |
| 7.8 | 4 | |
| 7.9 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 220.4 | 1 | |
| 210.4 | 1 | |
| 200.2 | 1 | |
| 190.6 | 1 | |
| 181.3 | 1 | |
| 180.4 | 1 | |
| 177.3 | 1 | |
| 171.3 | 1 | |
| 168.2 | 1 | |
| 167.2 | 1 |
| Distinct | 106 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.742386831 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 4 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 1.4 |
| median | 3.5 |
| Q3 | 7.25 |
| 95-th percentile | 13.38 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 5.85 |
Descriptive statistics
| Standard deviation | 4.154233833 |
|---|---|
| Coefficient of variation (CV) | 0.8759795397 |
| Kurtosis | 0.86232522 |
| Mean | 4.742386831 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 1.140242565 |
| Sum | 1152.4 |
| Variance | 17.25765874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.1 | 8 | 3.3% |
| 1.2 | 7 | 2.9% |
| 0.4 | 5 | 2.1% |
| 2.8 | 5 | 2.1% |
| 4.7 | 5 | 2.1% |
| 1 | 5 | 2.1% |
| 1.5 | 5 | 2.1% |
| 5.2 | 5 | 2.1% |
| 5.6 | 5 | 2.1% |
| 1.3 | 4 | 1.6% |
| Other values (96) | 189 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.1 | 4 | |
| 0.2 | 4 | |
| 0.3 | 3 | |
| 0.4 | 5 | |
| 0.5 | 2 | 0.8% |
| 0.6 | 4 | |
| 0.7 | 4 | |
| 0.8 | 3 | |
| 0.9 | 2 | 0.8% |
| Value | Count | Frequency (%) |
| 19 | 1 | |
| 18.5 | 1 | |
| 17.2 | 1 | |
| 16.6 | 1 | |
| 16 | 1 | |
| 15.7 | 2 | |
| 15.5 | 1 | |
| 14.3 | 1 | |
| 14.2 | 1 | |
| 13.8 | 2 |
| Distinct | 173 |
|---|---|
| Distinct (%) | 71.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.69053498 |
| Minimum | 1.1 |
|---|---|
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 2.42 |
| Q1 | 6 |
| median | 12.4 |
| Q3 | 22.65 |
| 95-th percentile | 46.4 |
| Maximum | 68 |
| Range | 66.9 |
| Interquartile range (IQR) | 16.65 |
Descriptive statistics
| Standard deviation | 14.22842113 |
|---|---|
| Coefficient of variation (CV) | 0.852484426 |
| Kurtosis | 1.956016644 |
| Mean | 16.69053498 |
| Median Absolute Deviation (MAD) | 7.3 |
| Skewness | 1.452744841 |
| Sum | 4055.8 |
| Variance | 202.4479679 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 5 | 2.1% |
| 5.1 | 4 | 1.6% |
| 7.7 | 3 | 1.2% |
| 2.4 | 3 | 1.2% |
| 2.9 | 3 | 1.2% |
| 8.3 | 3 | 1.2% |
| 14.2 | 3 | 1.2% |
| 4.4 | 3 | 1.2% |
| 11.5 | 3 | 1.2% |
| 3.9 | 3 | 1.2% |
| Other values (163) | 210 |
| Value | Count | Frequency (%) |
| 1.1 | 1 | 0.4% |
| 1.4 | 2 | |
| 1.6 | 2 | |
| 1.7 | 2 | |
| 1.8 | 2 | |
| 2.2 | 1 | 0.4% |
| 2.4 | 3 | |
| 2.6 | 2 | |
| 2.7 | 2 | |
| 2.8 | 2 |
| Value | Count | Frequency (%) |
| 68 | 1 | |
| 67.4 | 1 | |
| 64 | 1 | |
| 62.9 | 1 | |
| 59.5 | 1 | |
| 59.3 | 1 | |
| 57.1 | 1 | |
| 54.9 | 1 | |
| 54.7 | 1 | |
| 50.9 | 1 |
| Distinct | 125 |
|---|---|
| Distinct (%) | 51.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.035390947 |
| Minimum | 0 |
|---|---|
| Maximum | 31.1 |
| Zeros | 9 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.7 |
| median | 4.2 |
| Q3 | 11.45 |
| 95-th percentile | 21.53 |
| Maximum | 31.1 |
| Range | 31.1 |
| Interquartile range (IQR) | 10.75 |
Descriptive statistics
| Standard deviation | 7.440567726 |
|---|---|
| Coefficient of variation (CV) | 1.057591225 |
| Kurtosis | 0.654985265 |
| Mean | 7.035390947 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 1.147592511 |
| Sum | 1709.6 |
| Variance | 55.36204809 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4 | 12 | 4.9% |
| 0.8 | 10 | 4.1% |
| 0.5 | 9 | 3.7% |
| 0.1 | 9 | 3.7% |
| 0 | 9 | 3.7% |
| 0.3 | 8 | 3.3% |
| 0.9 | 7 | 2.9% |
| 0.2 | 6 | 2.5% |
| 0.7 | 5 | 2.1% |
| 0.6 | 4 | 1.6% |
| Other values (115) | 164 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.1 | 9 | |
| 0.2 | 6 | |
| 0.3 | 8 | |
| 0.4 | 12 | |
| 0.5 | 9 | |
| 0.6 | 4 | 1.6% |
| 0.7 | 5 | |
| 0.8 | 10 | |
| 0.9 | 7 |
| Value | Count | Frequency (%) |
| 31.1 | 1 | |
| 30.3 | 1 | |
| 30.2 | 1 | |
| 30 | 1 | |
| 26.9 | 1 | |
| 26.3 | 1 | |
| 26.1 | 1 | |
| 25.4 | 1 | |
| 24.5 | 1 | |
| 24 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| fire | |
|---|---|
| not fire |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.744855967 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1396 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | not fire |
|---|---|
| 2nd row | not fire |
| 3rd row | not fire |
| 4th row | not fire |
| 5th row | not fire |
Common Values
| Value | Count | Frequency (%) |
| fire | 137 | |
| not fire | 106 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| fire | 243 | |
| not | 106 |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 243 | |
| i | 243 | |
| r | 243 | |
| e | 243 | |
| n | 106 | |
| o | 106 | |
| t | 106 | |
| 106 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1290 | |
| Space Separator | 106 | 7.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 243 | |
| i | 243 | |
| r | 243 | |
| e | 243 | |
| n | 106 | |
| o | 106 | |
| t | 106 |
Space Separator
| Value | Count | Frequency (%) |
| 106 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1290 | |
| Common | 106 | 7.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 243 | |
| i | 243 | |
| r | 243 | |
| e | 243 | |
| n | 106 | |
| o | 106 | |
| t | 106 |
Common
| Value | Count | Frequency (%) |
| 106 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1396 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 243 | |
| i | 243 | |
| r | 243 | |
| e | 243 | |
| n | 106 | |
| o | 106 | |
| t | 106 | |
| 106 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| Bejaia | |
|---|---|
| Sidi-Bel Abbes |
Length
| Max length | 14 |
|---|---|
| Median length | 6 |
| Mean length | 9.983539095 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2426 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sidi-Bel Abbes |
|---|---|
| 2nd row | Bejaia |
| 3rd row | Bejaia |
| 4th row | Sidi-Bel Abbes |
| 5th row | Bejaia |
Common Values
| Value | Count | Frequency (%) |
| Bejaia | 122 | |
| Sidi-Bel Abbes | 121 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| bejaia | 122 | |
| sidi-bel | 121 | |
| abbes | 121 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 364 | |
| i | 364 | |
| a | 244 | |
| B | 243 | |
| b | 242 | |
| j | 122 | 5.0% |
| S | 121 | 5.0% |
| d | 121 | 5.0% |
| - | 121 | 5.0% |
| l | 121 | 5.0% |
| Other values (3) | 363 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1699 | |
| Uppercase Letter | 485 | 20.0% |
| Dash Punctuation | 121 | 5.0% |
| Space Separator | 121 | 5.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 364 | |
| i | 364 | |
| a | 244 | |
| b | 242 | |
| j | 122 | 7.2% |
| d | 121 | 7.1% |
| l | 121 | 7.1% |
| s | 121 | 7.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 243 | |
| S | 121 | |
| A | 121 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 121 |
Space Separator
| Value | Count | Frequency (%) |
| 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2184 | |
| Common | 242 | 10.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 364 | |
| i | 364 | |
| a | 244 | |
| B | 243 | |
| b | 242 | |
| j | 122 | 5.6% |
| S | 121 | 5.5% |
| d | 121 | 5.5% |
| l | 121 | 5.5% |
| A | 121 | 5.5% |
Common
| Value | Count | Frequency (%) |
| - | 121 | |
| 121 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2426 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 364 | |
| i | 364 | |
| a | 244 | |
| B | 243 | |
| b | 242 | |
| j | 122 | 5.0% |
| S | 121 | 5.0% |
| d | 121 | 5.0% |
| - | 121 | 5.0% |
| l | 121 | 5.0% |
| Other values (3) | 363 |
date
Date
| Distinct | 122 |
|---|---|
| Distinct (%) | 50.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| Minimum | 2012-01-06 00:00:00 |
|---|---|
| Maximum | 2012-12-09 00:00:00 |
Histogram with fixed size bins (bins=50)
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | Temperature | RH | Ws | Rain | FFMC | DMC | DC | ISI | BUI | FWI | Classes | Region | date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 32 | 71 | 12 | 0.7 | 57.1 | 2.5 | 8.2 | 0.6 | 2.8 | 0.2 | not fire | Sidi-Bel Abbes | 2012-01-06 |
| 1 | 1 | 29 | 57 | 18 | 0.0 | 65.7 | 3.4 | 7.6 | 1.3 | 3.4 | 0.5 | not fire | Bejaia | 2012-01-06 |
| 2 | 2 | 29 | 68 | 19 | 1.0 | 59.9 | 2.5 | 8.6 | 1.1 | 2.9 | 0.4 | not fire | Bejaia | 2012-01-07 |
| 3 | 3 | 28 | 58 | 18 | 2.2 | 63.7 | 3.2 | 8.5 | 1.2 | 3.3 | 0.5 | not fire | Sidi-Bel Abbes | 2012-01-07 |
| 4 | 4 | 36 | 45 | 14 | 0.0 | 78.8 | 4.8 | 10.2 | 2.0 | 4.7 | 0.9 | not fire | Bejaia | 2012-01-08 |
| 5 | 5 | 38 | 52 | 14 | 0.0 | 78.3 | 4.4 | 10.5 | 2.0 | 4.4 | 0.8 | not fire | Sidi-Bel Abbes | 2012-01-08 |
| 6 | 6 | 25 | 76 | 17 | 7.2 | 46.0 | 1.3 | 7.5 | 0.2 | 1.8 | 0.1 | not fire | Bejaia | 2012-01-09 |
| 7 | 7 | 29 | 86 | 16 | 0.0 | 37.9 | 0.9 | 8.2 | 0.1 | 1.4 | 0.0 | not fire | Sidi-Bel Abbes | 2012-01-09 |
| 8 | 8 | 29 | 61 | 13 | 1.3 | 64.4 | 4.1 | 7.6 | 1.0 | 3.9 | 0.4 | not fire | Bejaia | 2012-02-06 |
| 9 | 9 | 30 | 73 | 13 | 4.0 | 55.7 | 2.7 | 7.8 | 0.6 | 2.9 | 0.2 | not fire | Sidi-Bel Abbes | 2012-02-06 |
Last rows
| df_index | Temperature | RH | Ws | Rain | FFMC | DMC | DC | ISI | BUI | FWI | Classes | Region | date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 233 | 233 | 30 | 77 | 21 | 1.8 | 58.5 | 1.9 | 8.4 | 1.1 | 2.4 | 0.3 | not fire | Bejaia | 2012-11-09 |
| 234 | 234 | 30 | 73 | 14 | 0.0 | 79.2 | 6.5 | 16.6 | 2.1 | 6.6 | 1.2 | not fire | Sidi-Bel Abbes | 2012-11-09 |
| 235 | 235 | 27 | 58 | 17 | 0.0 | 88.9 | 21.3 | 37.8 | 8.7 | 21.2 | 12.9 | fire | Sidi-Bel Abbes | 2012-12-06 |
| 236 | 236 | 26 | 81 | 19 | 0.0 | 84.0 | 13.8 | 61.4 | 4.8 | 17.7 | 7.1 | fire | Bejaia | 2012-12-06 |
| 237 | 237 | 31 | 75 | 13 | 0.1 | 75.1 | 7.9 | 27.7 | 1.5 | 9.2 | 0.9 | not fire | Bejaia | 2012-12-07 |
| 238 | 238 | 36 | 44 | 13 | 0.0 | 90.1 | 12.6 | 19.4 | 8.3 | 12.5 | 9.6 | fire | Sidi-Bel Abbes | 2012-12-07 |
| 239 | 239 | 39 | 21 | 17 | 0.4 | 93.0 | 18.4 | 41.5 | 15.5 | 18.4 | 18.8 | fire | Sidi-Bel Abbes | 2012-12-08 |
| 240 | 240 | 35 | 51 | 13 | 0.3 | 81.3 | 15.6 | 75.1 | 2.5 | 20.7 | 4.2 | not fire | Bejaia | 2012-12-08 |
| 241 | 241 | 29 | 88 | 13 | 0.0 | 71.0 | 2.6 | 16.6 | 1.2 | 3.7 | 0.5 | not fire | Bejaia | 2012-12-09 |
| 242 | 242 | 31 | 72 | 14 | 0.0 | 84.2 | 8.3 | 25.2 | 3.8 | 9.1 | 3.9 | fire | Sidi-Bel Abbes | 2012-12-09 |